Title :
Using salient region constraints on Active Appearance Model initialization for facial feature extraction
Author :
Wong, Yuan ; Chung, Pau-Choo
Author_Institution :
Dept. of Electr. Eng., Nat. Cheng Kung Univ., Tainan, Taiwan
Abstract :
Due to the high robustness, Active Appearance Model algorithm (AAM) has been adopted to find face feature points. However, if the initial position of the AAM does not properly cover these feature points, AAM will converge to an illogical location. To resolve this problem, this paper develops salient region constraints on AAM initialization for facial feature extraction. In this approach, we first identify the mouth region and adopt a mouth-constrained mean model as the initialization of the AAM. By this approach, the initial position can be placed closer to the target. The experiments show that the method is effective.
Keywords :
face recognition; feature extraction; statistical analysis; active appearance model initialization; facial feature extraction; mouth-constrained mean model; salient region constraints; Active appearance model; Face; Feature extraction; Image color analysis; Mouth; Pixel; Skin; facial feature extraction; initial position of active appearance model;
Conference_Titel :
Computer Symposium (ICS), 2010 International
Conference_Location :
Tainan
Print_ISBN :
978-1-4244-7639-8
DOI :
10.1109/COMPSYM.2010.5685508